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MICRO 2024 Tutorial: Memory-Centric Computing Systems
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MICRO 2024 Tutorial: Memory-Centric Computing Systems
Organizers: Geraldo F. Oliveira, Dr. Mohammad Sadrosadati, Ataberk Olgun, Professor Onur Mutlu
Tuturial Overview:
This tutorial focuses on the latest advances in PIM technology, spanning both hardware and software, including novel PIM ideas, different tools and frameworks to conduct PIM research, and programming techniques and optimization strategies for PIM kernels. We will (1) provide an introduction to PIM and the taxonomy of PIM systems, (2) give an overview and a rigorous analysis of existing PIM hardware from industry and academia, (3) provide and describe hardware and software infrastructures that can enable new and experienced researchers to conduct research in PIM systems, and (4) shed light on how to improve future PIM systems for emerging memory-bound workloads. The tutorial will also incorporate invited talks from leading industry and academic researchers in PIM systems.
Recommended Readings:
====================
A Modern Primer on Processing in Memory
Processing Data Where It Makes Sense: Enabling In-Memory Computation
Processing-in-Memory: A Workload-Driven Perspective
Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture
Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-in-Memory Hardware
SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Computing in DRAM
DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks
Intelligent Architectures for Intelligent Computing Systems
RowHammer: A Retrospective
RECOMMENDED LECTURE VIDEOS & PLAYLISTS:
========================================
P&S Data-Centric Architectures: Fundamentally Improving Performance and Energy (Fall 2022)
P&S Programming Heterogeneous Computing Systems with GPUs and other Accelerators (Fall 2022)
Computer Architecture Fall 2022 Lectures Playlist:
Digital Design and Computer Architecture Spring 2022 Livestream Lectures Playlist:
Featured Lectures:
Interview with Professor Onur Mutlu:
The Story of RowHammer Lecture:
Accelerating Genome Analysis Lecture:
Memory-Centric Computing Systems Tutorial at IEDM 2021:
Intelligent Architectures for Intelligent Machines Lecture:
Organizers: Geraldo F. Oliveira, Dr. Mohammad Sadrosadati, Ataberk Olgun, Professor Onur Mutlu
Tuturial Overview:
This tutorial focuses on the latest advances in PIM technology, spanning both hardware and software, including novel PIM ideas, different tools and frameworks to conduct PIM research, and programming techniques and optimization strategies for PIM kernels. We will (1) provide an introduction to PIM and the taxonomy of PIM systems, (2) give an overview and a rigorous analysis of existing PIM hardware from industry and academia, (3) provide and describe hardware and software infrastructures that can enable new and experienced researchers to conduct research in PIM systems, and (4) shed light on how to improve future PIM systems for emerging memory-bound workloads. The tutorial will also incorporate invited talks from leading industry and academic researchers in PIM systems.
Recommended Readings:
====================
A Modern Primer on Processing in Memory
Processing Data Where It Makes Sense: Enabling In-Memory Computation
Processing-in-Memory: A Workload-Driven Perspective
Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture
Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-in-Memory Hardware
SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Computing in DRAM
DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks
Intelligent Architectures for Intelligent Computing Systems
RowHammer: A Retrospective
RECOMMENDED LECTURE VIDEOS & PLAYLISTS:
========================================
P&S Data-Centric Architectures: Fundamentally Improving Performance and Energy (Fall 2022)
P&S Programming Heterogeneous Computing Systems with GPUs and other Accelerators (Fall 2022)
Computer Architecture Fall 2022 Lectures Playlist:
Digital Design and Computer Architecture Spring 2022 Livestream Lectures Playlist:
Featured Lectures:
Interview with Professor Onur Mutlu:
The Story of RowHammer Lecture:
Accelerating Genome Analysis Lecture:
Memory-Centric Computing Systems Tutorial at IEDM 2021:
Intelligent Architectures for Intelligent Machines Lecture:
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